The old oak tree in the front yard, the one he had climbed as a child, was now just a pile of splintered wood. David stood a distance away, his hands shoved deep into his pockets. He felt numb. He could see the yellow excavator clawing at the walls of the house, tearing it apart piece by piece.

He'd spent his whole life building walls of his own, he thought, walls to keep himself safe. Now, watching this building being torn down, he felt that even those walls were crumbling. He clenched his fists, feeling the ache in his jaw. It felt like a piece of him was being dismantled along with the house.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229